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CMCL 2022 Shared Task on Multilingual and Crosslingual Prediction of Human Reading Behavior

  • Nora Hollenstein
  • , Emmanuele Chersoni
  • , Cassandra Jacobs
  • , Yohei Oseki
  • , Laurent Prévot
  • , Enrico Santus

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

15 Scopus citations

Abstract

We present the second shared task on eye-tracking data prediction of the Cognitive Modeling and Computational Linguistics Workshop (CMCL). Differently from the previous edition, participating teams are asked to predict eye-tracking features from multiple languages, including a surprise language for which there were no available training data. Moreover, the task also included the prediction of standard deviations of feature values in order to account for individual differences between readers. A total of six teams registered to the task. For the first subtask on multilingual prediction, the winning team proposed a regression model based on lexical features, while for the second subtask on cross-lingual prediction, the winning team used a hybrid model based on a multilingual transformer embeddings as well as statistical features.

Original languageEnglish
Title of host publicationCMCL 2022 - Workshop on Cognitive Modeling and Computational Linguistics, Proceedings of the Workshop
EditorsEmmanuele Chersoni, Nora Hollenstein, Cassandra L. Jacobs, Yohei Oseki, Laurent Prevot, Enrico Santus
PublisherAssociation for Computational Linguistics (ACL)
Pages121-129
Number of pages9
ISBN (Electronic)9781955917292
StatePublished - 2022
Event12th Workshop on Cognitive Modeling and Computational Linguistics, CMCL 2022 - Dublin, Ireland
Duration: May 26 2022 → …

Publication series

NameCMCL 2022 - Workshop on Cognitive Modeling and Computational Linguistics, Proceedings of the Workshop

Conference

Conference12th Workshop on Cognitive Modeling and Computational Linguistics, CMCL 2022
Country/TerritoryIreland
CityDublin
Period05/26/22 → …

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